{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "3a79ef54-63e6-429f-ba9f-590b736a7f29",
   "metadata": {},
   "source": [
    "# 4.3 在三维空间中绘制散点图"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c90a18b9-d8e8-431c-856c-35f1e4ed05e1",
   "metadata": {},
   "source": [
    "### 1.任务描述\n",
    "\n",
    "一组房屋面积的数据如下（16个）:\n",
    "\n",
    "137.97,104.50,100.00,124.32,79.20,99.00,124.00,114.00,106.69,138.05,53.75,46.91,68.00,63.02,81.26,86.21。\n",
    "\n",
    "与房屋面积对应的房间数为：\n",
    "\n",
    "3,2,2,3,1,2,3,2,2,3,1,1,1,1,2,2。\n",
    "\n",
    "与房屋面积对应的房屋价格为：\n",
    "\n",
    "要求：\n",
    "\n",
    "- 以面积为x轴，房间数为y轴，价格为z轴，绘制散点图\n",
    "- 设置x轴的名称为面积，字体大小为16\n",
    "- 设置y轴的名称为房间数，字体大小为16\n",
    "- 设置z轴的名称为价格，字体大小为16\n",
    "- 设置y轴的刻度为[1,2,3]\n",
    "- 设置z轴的显示范围为(30,160)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "8d7baa9c-93a2-42f3-a3c1-231cdb587f2d",
   "metadata": {},
   "source": [
    "### 2.知识准备\n",
    "\n",
    "见教程。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "74ad989a-9b82-43e1-b841-e74284cd5936",
   "metadata": {},
   "source": [
    "### 3.任务分析\n",
    "\n",
    "可以使用Axes3D模块的scatter方法在三维坐标中绘制散点图。"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "435c6090-cfda-4f46-a550-22a368e41e4a",
   "metadata": {},
   "source": [
    "### 4.任务实施\n",
    "\n"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "id": "ec75eb6c-5da3-467d-a471-ca3b47242dd6",
   "metadata": {},
   "source": [
    "执行代码"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "2ae9da58-e339-4d22-9f8d-ca255711d89e",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Administrator\\AppData\\Local\\Temp\\ipykernel_8240\\1349389769.py:14: MatplotlibDeprecationWarning: Axes3D(fig) adding itself to the figure is deprecated since 3.4. Pass the keyword argument auto_add_to_figure=False and use fig.add_axes(ax) to suppress this warning. The default value of auto_add_to_figure will change to False in mpl3.5 and True values will no longer work in 3.6.  This is consistent with other Axes classes.\n",
      "  ax3d=Axes3D(fig)\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import tensorflow as tf  \n",
    "import matplotlib.pyplot as plt  \n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "from mpl_toolkits.mplot3d import Axes3D  \n",
    "# 房屋面积\n",
    "x1=tf.constant([137.97,104.50,100.00,124.32,79.20,99.00,124.00,114.00,106.69,138.05,53.75,46.91,68.00,63.02,81.26,86.21],dtype=tf.float64)  \n",
    "# 房间数\n",
    "x2=tf.constant([3,2,2,3,1,2,3,2,2,3,1,1,1,1,2,2],dtype=tf.float64)\n",
    "# 房屋价格\n",
    "y=tf.constant([145.00,110.00,93.00,116.00,65.32,104.00,118.00,91.00,62.00,133.00,51.00,45.00,78.50,69.65,75.69,95.30],dtype=tf.float64)  \n",
    "# 创建画布\n",
    "fig=plt.figure(figsize=(6,4))  \n",
    "# 创建3D工具\n",
    "ax3d=Axes3D(fig)\n",
    "# 设置x,y,z轴的名称\n",
    "ax3d.set_xlabel('面积',color='r',fontsize=16)  \n",
    "ax3d.set_ylabel('房间数',color='r',fontsize=16)  \n",
    "ax3d.set_zlabel('价格',color='r',fontsize=16)  \n",
    "# 设置y轴刻度\n",
    "ax3d.set_yticks([1,2,3])\n",
    "# 设置z轴显示范围\n",
    "ax3d.set_zlim3d(30,160)  \n",
    "# 绘制散点图  \n",
    "ax3d.scatter(x1,x2,y,color=\"b\",marker=\"*\")\n",
    "# 改变视角\n",
    "ax3d.view_init(elev=30,azim=70)  \n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0f2c61db-4b69-49f9-9b22-f6d2642a056d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
